How ColBERT Helps Developers Overcome the Limits of Retrieval-Augmented Generation

• ColBERT

  4 2,506 8.4 Python

  ColBERT: state-of-the-art neural search (SIGIR'20, TACL'21, NeurIPS'21, NAACL'22, CIKM'22, ACL'23, EMNLP'23)

  

ColBERT is a new way of scoring passage relevance using a BERT language model that substantially solves the problems with DPR. This diagram from the first ColBERT paper shows why it’s so exciting:

• colbert-astra

  1 9 7.1 Python

To test this, I created a demo and indexed over 1,000 Wikipedia articles with both ada002 DPR and ColBERT. I found that ColBERT delivers significantly better results on unusual search terms.

• InfluxDB

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  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

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